{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# `pandas.plotting` subpackage\n",
    "Pandas provides some extra plotting functions for a few select plot types.\n",
    "\n",
    "## About the Data\n",
    "In this notebook, we will be working with Facebook's stock price throughout 2018 (obtained using the [`stock_analysis` package](https://github.com/stefmolin/stock-analysis)).\n",
    "\n",
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "fb = pd.read_csv(\n",
    "    'data/fb_stock_prices_2018.csv', index_col='date', parse_dates=True\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scatter matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x1132E210>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1135DA90>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1237CF30>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x12396FD0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x123B1AF0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x123CBB90>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x123E6C50>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x12400D10>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x124092B0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x12423430>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x12451F50>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1246BFD0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1248E670>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x124A9730>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x124C57F0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x124E08B0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x124FB970>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x12516A30>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x12530AF0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1254CBB0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x12565C70>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1257ED30>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1259ADF0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x125B4EB0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x125D1F70>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 25 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas.plotting import scatter_matrix\n",
    "scatter_matrix(fb, figsize=(10, 10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Changing the diagonal from histograms to KDE:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x12796090>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x129D3E10>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x12867E10>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x12882E90>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1289AF50>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x128B7FD0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x128DB6F0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x128F51B0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x128F5730>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x129118B0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x12948970>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x12964A30>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1297DAF0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x12999BB0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x14103C70>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x1411ED30>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x14139DF0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x14154EB0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1416EF70>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1418AAB0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x141A6B70>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x141C2C30>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x141DCCF0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x141F7DB0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x14213E70>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 25 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter_matrix(fb, figsize=(10, 10), diagonal='kde')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Lag plot\n",
    "Lag plots let us see how the variable correlations with past observations of itself. Random data has no pattern:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x15410770>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas.plotting import lag_plot\n",
    "np.random.seed(0) # make this repeatable\n",
    "lag_plot(pd.Series(np.random.random(size=200)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data with some level of correlation to itself (autocorrelation) may have patterns. Stock prices are highly auto-correlated:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x15217f70>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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+duADwOHAb4GrgV3ANygGpleB/+buW83MgG9RXPW0F/iUu1eswqdifdJOYgvu9RgYVSWu1cOAJ2MK7aUR1/5qkuikdTSiWN8v3X1lwnM3mNkRwLFJL3b3jyU8dUbMuQ5cUaYtIm0nLqs4+u390HyO3786xv4mFlWq59t+acFAZUpPj2Zmq6vct0gGBocKLPvB9kk9g1yvsfoj72LJgv7Y57Omb/vtr1G9uLQ9iJpWMZnZmlpeJ9Itrrln55Sb/9i4c809OxOfb7S+fE4rijpMs7PVE4eYzOywpKeA8zJpjUiHSKqTFB6vVEepXvlcLysXz1NA6DDNzlYvNwcxDDzN5BwFD34+IpPWiHSBhas2Zvr+ffmcgkOHavZKsnIB4j+AD7r7lFRNM3s25nyRpmvV8tJ9+VziPgxx/4OHZuZ62DtW36z1a/umYyshaYZmZ6uXm4O4EZiV8Nz1CcdFmiaumN2Ku3ekLi6XpZWL5xWXsFbJ0pZZLUMVVDtXs7PVtYpJ2tbCVRtjv4339+V5YPmiaWjRZINDBVau39mwHd2qUU++g3S+TFcxibSCVi4vHQ59NTo4zJqZm/jmeOMl8yvWT6pGNZVmpTtoRzlpW61a+iFurXqjzDxoBkNfPnvSsUaMSWs3OImjHoS0rWXnnEQ+1zvpWCuUl652z4VqlPaOomPSAL1mE3MQ1fQAtBucxEndgzCzWe7+UpaNEalGq5Z+yHKIK653FP576+kBtPJwnUyfaoaY7ge0V7S0lFYsL5009FWvcr2jcj2ANNenVYfrZHpVM8RU//o7kS4QN/RVr16zsssZ6+0BtOpwnUyvSvtB/FX4EJgV+Rl3vyXLhom0q9Khrx4zxutcTr7fvWxPoN4eQKsO18n0qjTEdFzk8cHAXIrBon2TJ0TqkDZzOzr0FbsPRK/xhoNm8PLoWKoAUulG34gM21YcrpPpVTZAuPs14WMzu9Ddv5J9k0RaRzQg9M3M8cdX9zG2v3gzTzsRXOnbeaVlsWlu9OoBSBZSZ1Kb2ZC7L8i4PVVRJrU0QlKvIG0+QyMyt6NtODSfwwxG9o7pRi+ZaMSOcqU+UUd7RFpSUoLYlqdf5PYHn001d5BmIrjS0JSGd6QVpQ4Q7v5Ilg0RmQ5Jy0Nv2/xM6om2SvMDylKWdqVSG9LVkr79pw0OSfMD0R5D3CR0NTkKItNFpTakqx2az1V1fq7X6Atek1TWorQMedIwlbKUpdVV7EGY2Ufd/c5Kx0RaXek8wFknz+b3r6avttprxiXvnsO9Dz8HHLjxlw4Zpa3FpCxlaXVpehArUh4TaVmDQwWW3bl90uZCt25+hv0px5JyPcbH3juHu7YWYveTjha2S9MzUJaytIPEHoSZfQg4D+g3s29GnnozsC/rhomUqmd70ZXrd07kL9TE4F+3P1e2ZxAGhqSs5l4z9rtr6aq0jXJDTHuArcDi4O/QH4ClWTZKpFS9K4Hq3bhnbNwrvkePWbGnkpDVnOXWkCJZSBxicvft7v5d4E/c/XuRP3er7Lc0WzvsVzDuPhG0mrlvsEhWyg0x3QOsAf53zHNvBz4JPOXuN2fWOpFAvdVK33BQL6+8Xt8mPrNm5nh1bH/ZYaYwaD2wfJECgrS9ckNM/xX4B+BGM3sRGAYOoViw7wngW+7+o8xbKELlaqWV5ifSlpQp5/zTjmLgbYdx5dptZc/T8lXpFOWGmH7j7p939+OBjwL/RDFgvNPd/0zBQZqp3H4FpXkH4fxEmJswOFRg79j+utuw6bFhlizon9jeM4mWr0qnqFisz8w+C9zq7iPNaVJ6KtbXXeLyGDY9Npy4e1u4aqgR+zGE+oPPvWtrIXaoSZPR0g4aWazvSGCLmT0E3Axs8Eb010WqVGmPhVJhUGhUcIBi7+SurQUuPqN/Ijj1BgGoX8tXpcNUDBDu/iUz++/A2cCngG+Z2TrgJnd/IusGisRJm61cjhnUEjtGx8bZ9Nhw3SW+RVpdqlpMQY/hN8GffcAs4Admdn2GbRNJVO9EcD7XW1NwaNTni7SDigHCzP7OzLYC1wMPAKe6+2eAM4CLy7zuZjN73sweKTn+t2a2y8x2RgOMma0ws8eD586p+V8kXaGeiWDjQJ7CdHy+SLtI04M4HLjI3c9x9zvdfQzA3fcDHy7zuu8C50YPmNlZwIXAae4+D/hacPwU4FJgXvCab5vZ5CUr0vYGhwosXLWR45bfy8JVGydVQK1W3KqmtMKOQ9x7WIrXq46SdIs0cxBfLvPco2We+7mZzS05/Blglbu/FpzzfHD8QuCO4PiTZvY48B7g3yq1T9pDpVIZtdRZ6klzN08QJrMBXHPPzokCfIfkenh93BmP1G3q7THedPAMXh7VFqDSXZq9YdCJwPvM7FrgVeBz7v5LoB/YHDlvd3BMOkRSqYyV63cCVFVnKe1e0eVEl8a+GsmRGI3Jl+gBVi6ep6AgXafZGwbNoDjBfSawDFhnZkZ8zz52CtHMLjezLWa2ZXh4OLuWSkMlTeqOjI6xcv3OquosNWQFUxXvNbbfW6rmk0izNLsHsRu4O1gV9Qsz209xjmM3MCdy3jEUq8lO4e5rKNaIYmBgQPkYbSKpVAYkV1rdMzLK4FCBlet3Tpwza2Yudj+GOPlcb+LNP/zFSbsaSauWpBs1uwcxCCwCMLMTgYOAF4D1wKVmdrCZHQecAPyiyW2TDNUyqXtoPseyO7dPCiBpg0NYQbWStKuRtGpJulFmAcLMbqc4yXySme02s09TzMR+e7D09Q7gMi/aCawDfkWxeuwV7l7fGIK0lCUL+pk1M37/51kzc7F1lsyoepOfXK9x4yXzJ6qplvtMSLcaSquWpFtlFiDc/WPufpS759z9GHe/yd1fd/e/dPd3uvvp7r4xcv617n68u5/k7j/Jql0yfa6+YF5sILj6gnmx+yeMpOwtRF3y7jmTJpOvvmAeud7JU1y5XuPqC+YBxcBV+tl/eeax2stBhObPQUgXC2+ycctZ43Iiys1bJNn02OSFC+U+M3qOAoDIVBWrubYyVXPtDHHLVvO5Xi4+o59bNz9T1XsZ8OSq8xvcQpHOkraaa7MnqUWmSMqRuHXzM1iVyXDhvtAiUj8NMcm0iGZOl+vDxnVwc73G+H4nbv46ui+0ho1E6qMehDRd6Q5wafSaTUwar/7Iu7jhL+YzMxf/61suyU5E0lMPQppqcKjAVeu2V72Jz373KXMLqzfsYm/CJLYS20TqpwAhDZdUeC/sOdSyw1tcolq5IKDENpH6KUBIQ8VVbV26dhtXrt02sTVntZIS1ZKWwRq1ZW6LyGSag5CGiluRFIaEaoJDdM4hKVEtKQv6kIS5CRGpjnoQMkUtezOEGjH2n+sxVn/0XRU/M3w+up8DFEt2ayWTSP0UIGSSShv7JL0mDCg9NQ4jhfryucS9F5IC1+oNu6YU8QtXMilAiNROAUImueae5L0Z0mzeU+scQ6V6R+UCV1KvRSuZROqjwVqZMDhUSCynnXSzrWXznlqK4SVlW6/esCtxxZJWMonURz0ImVAuuSx6s02bBR1nZq6Hry6pvE9DqXK9hK9fMj+2lpNWMonURwFCJpQbkglvtmn3g+4xYkthHFxh74UkSUtaj+7Lp6rYKiLVU4CQCUk34b58btJNuFJwKLfVZy17PEAxQJXrJahkt0jjaQ5CJsTlFeRzvaxcPG/i5zQTvwfP6KEvH7+TW63zAnEb+2gjH5FsqQchE9IM1ZTLXg5HlEZGx8j1Grkem7RlaL3zAuoliDSXAoRMUukmHDfUEw0OobFxpyeyl0O5/AYRaU0aYpKqxA31JK1kik5Sv7ZvfzOaJyINpB6EVK20l7Fw1caKe0crs1mk/ShAdLB6aipVI27YKU7pBHez2icitVGA6FC11FSqVenkdlI9ptJku2a1T0RqozmIDlWuNEUWlizo54Hli/j6JfN50yFTv3eUrmBqdvtEpHrqQXSoNAXsqhniSXNuUpb1rJk5rr5g8gomFdgTaX3qQXSoSgXswpt5IainFA7xDA4Vprwm7blJWdYzD5oxJZiowJ5I61OA6ACDQwUWrtrIccvvZeGqjQwOFZj7lvgbbXg8qaz3Veu2p7rxxw0HVdMrSMraVoE9kdahIaY2lzTZ+2rCiqLN//FS2bLe4+5TJovT3vjLFdQrpQJ7Iq1PAaLNJX27TzLuXnEiuDRnIe2Nv1JBvVIqnSHS2jTE1OaqndTtNUv1mug5aYeDVFBPpLOoB9HiKq0eSvp2n+Rj753DpseGK76mb+aBaqzVDAepVyDSORQgWliaZLK0WcwAC48/jK8uOTXVpj9/fHUfg0OFic/RjV+k+2iIqYWlWT0UDuvMmhm//0LUU78bnfSa/jJLSsf2V56rEJHOpgDRwpLmCgojo5OWtAK8Ola5Wmr0/cLM53JBQklrIt0tswBhZjeb2fNm9kjMc58zMzezw4Ofzcy+aWaPm9nDZnZ6Vu1qJ+WSxqIJa3E5DZXeL8ydKDcXoaQ1ke6WZQ/iu8C5pQfNbA7wZ8AzkcMfAk4I/lwOfCfDdrWNuNVDpUbHxhNzGqJyvTax6uhLgztYunZb2eBgweeLSPfKLEC4+8+BF2Oe+jrweSZvQnYhcIsXbQb6zOyorNrWLqqZXyhn1swcqz/yLpYs6GdwqMBtm59J3OQHisHh42ceq0lpkS7X1FVMZrYYKLj7djOLPtUPPBv5eXdw7LmY97icYi+DY489NrvGTrPo8taeyddqir58jtf27Z+SoBaXg7B6w66ywaFfGc0iEmhagDCzmcAXgbPjno45Fnsfc/c1wBqAgYGBcve6tlW6DDVub4VQPtfLysXzgHR5CuUmnvv78jywfFGdrReRTtHMVUzHA8cB283sKeAY4CEzO5Jij2FO5NxjgD1NbFtLSaqKWqrXbKKXEN2PAWDp2m2TVjmFkiaeNecgIqWa1oNw9x3AEeHPQZAYcPcXzGw98FkzuwN4L/Cyu08ZXuoWaZaX5nO9XHxGP6s37GLp2m0c3ZfnrJNnc9fWQtWJdZpzEJE4mQUIM7sd+ABwuJntBq5295sSTv8xcB7wOLAX+FRW7Wo1caU0kspn9Jqx3z0xGMRNPpcW3lMVVRFJy7zM+HarGxgY8C1btkx3M6ZIu1NbXMmLsGcQvfmHx6OTzpVyGKIMeHLV+fX9o0SkY5jZVncfqHSeMqkbrJqd2pJKaWx6bLhiVdRqspyV8CYitVCxvgYrVz+ptBdRbiOeSsXxkoahjMnLv7RLm4jUSj2IBitXP6l0VVHSN/u+mbkpW4iWStqj4eNnHqv9GESkIbquB5F2fqBW5fZnCIebtjz94sSeDKXf+HO9xh9f3TdRPiNuJVL0sSabRSQrXTVJnTQp3Mhv2Wn2WigNCuHP/X15XnltHyOjU2srKYlNRBpFk9Qx0uyvUK80ey2UhuQwODywfBEvxwQHaFzp7bCKa7nhKxER6LIAUW5SuJHS7LVQqjAyyuBQIXFeohErkapZYSUi0lUBIsubb1R0r4XyZfYmW3H3Ds46eXbs5HMjViI1owclIp2jqwJE0sqfRi4DjX5Lh4SKgwnS5kDUqlk9KBHpDF21iqkZK3/SFtpLkiYHIlTtiqykFVZKpBOROF0VIIDUN99a1fttvC/l5kClq6WSlsNGxRXqUyKdiCTpqiGmZqj323jaVce1zCdEV1gpkU5EKum6HkTWksppp52LSFrmWqrW+YSse1Ai0jnUg2iwuG/p1UxUp+2BNGtFloh0L/UgMlD6LT2pNHc9hfU0nyAiWVMPogmyKKyn+QQRyZp6EE2Q1fJazSeISJYUIJpEN3MRaTcaYhIRkVgKECIiEksBQkREYilAiIhILAUIERGJpVVMTZT1ftgiIo2kANEktVRfFRGZTl0dIJr5jb5c9VUFCBFpRV0bIJr9jV67uYlIu+naSepm78+s6qsi0m66NkA0+xt9M/bDFhFppK4NEM3+Rq/qqyLSbrp2DmI69lNQwT4RaSddGyCyKsEtItIpujZAgL7Ri4iUk9kchJndbGbPm9kjkWOrzewxM3vYzH5oZn2R51aY2eNmtsvMzsmqXSIikk6Wk9TfBc4tOfZT4J3ufhrw78AKADM7BbgUmBe85ttm1ouIiEy/mlK3AAAGDklEQVSbzAKEu/8ceLHk2H3uvi/4cTNwTPD4QuAOd3/N3Z8EHgfek1XbRESksulc5vrXwE+Cx/3As5HndgfHpjCzy81si5ltGR4ezriJIiLda1oChJl9EdgH3BYeijnN417r7mvcfcDdB2bPnp1VE0VEul7TVzGZ2WXAh4EPunsYBHYDcyKnHQPsqfReW7dufcHMngYOB15odFvbjK6BrkFI10HXAMpfg7eleYOmBggzOxf4AvB+d98beWo98H0zuwE4GjgB+EWl93P32cH7bnH3gQya3DZ0DXQNQroOugbQmGuQWYAws9uBDwCHm9lu4GqKq5YOBn5qZgCb3f1v3H2nma0DfkVx6OkKdx+Pf2cREWmGzAKEu38s5vBNZc6/Frg2q/aIiEh1OqVY35rpbkAL0DXQNQjpOugaQAOugR2YJxYRETmgU3oQIiLSYG0RIFTXKf4aRJ77nJm5mR0e/Gxm9s3gGjxsZqc3v8WNl3QNzOxvg//WO83s+sjxrvg9MLP5ZrbZzLYFSaTvCY536u/BHDPbZGaPBv/N/z44fpiZ/dTMfh38PSs43nHXocw1aOx90d1b/g/wn4HTgUcix84GZgSP/xn45+DxKcB2iquljgOeAHqn+9+QxTUIjs8BNgBPA4cHx86jmKVuwJnAg9Pd/gx/D84C/g9wcPDzEd32ewDcB3wo8t/+Zx3+e3AUcHrw+E0U67qdAlwPLA+OL4/cEzruOpS5Bg29L7ZFD8JV1yn2GgS+DnyeyZnnFwK3eNFmoM/MjmpCMzOVcA0+A6xy99eCc54PjnfT74EDbw4eH8qBJNNO/T14zt0fCh7/AXiUYmmeC4HvBad9D1gSPO6465B0DRp9X2yLAJFCTXWd2p2ZLQYK7r695KmuuQbAicD7zOxBM/u/Zvbu4Hg3XYMrgdVm9izwNYIqyXTBNTCzucAC4EHgre7+HBRvoMARwWkdfR1KrkFU3ffFtg8Q9dR1amdmNhP4IvDluKdjjnXcNQjMAGZRHDpYBqyzYhZmN12DzwBL3X0OsJQD+UYdfQ3M7I3AXcCV7v77cqfGHOuI65B0DRp1X2zrABGp6/RxDwbaqLGuUxs6nuJY4nYze4riv/MhMzuS7rkGUPy33h0MH/wC2E+xBk03XYPLgLuDx3dyYOigY6+BmeUo3hhvc/fw3/7bcOgo+DscbuzI65BwDRp6X2zbABGp67TYp9Z1utTMDjaz40hZ16nduPsOdz/C3ee6+1yKvwCnu/tvKF6DvwpWb5wJvBx2vTvQILAIwMxOBA6iWKCsK34PAnuA9wePFwG/Dh535O9B0EO8CXjU3W+IPLWeYrAk+PtHkeMddR2SrkHD74vTPRufcsb+duA5YIzijfDTFCdZngW2BX/+Z+T8L1Kcpd9FsLqj3f/EXYOS55/iwComA/5HcA12AAPT3f4Mfw8OAm4FHgEeAhZ12+8B8KfAVoqrVB4Ezujw34M/pTg88nDk///zgLcA91MMkPcDh3XqdShzDRp6X1QmtYiIxGrbISYREcmWAoSIiMRSgBARkVgKECIiEksBQkREYilAiDSQmR1lZv8aPJ5vZudFnvuwmV0zfa0TqY4ChEhj/QPwv4LH8ymuTQ/dCywOyqSItDzlQYjUwMz+CXjB3b8R/Hwt8FuKhfPeQTGJ6XEgDxSA69x9rZl9Hfg3d183PS0XSU89CJHa3ERQ1sHMeoBLgQeAl7xYUvl1ioUU17r7fHdfG7xuC/C+6WiwSLVmTHcDRNqRuz9lZr8zswXAW4EhipuxDFd46fPA0Vm3T6QRFCBEavcvwCeBI4GbgVHgkAqvOSQ4T6TlKUCI1O6HwFeAHPBfKN7850ae/wPF7SCjTqRYWFCk5WkOQqRGwTzDJmCdu4+7+yvAE2b2J8Epm4BTzGybmV0SHDuL4momkZanVUwiNQompx8CPuruvw6O/TnFcttfijn/rcD33f2DzW2pSG3UgxCpgZmdQnEZ6/1hcABw9x9S3JsjzrHAVdm3TqQx1IMQEZFY6kGIiEgsBQgREYmlACEiIrEUIEREJJYChIiIxFKAEBGRWP8fObg83ZyCxiQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "lag_plot(fb.close)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The default lag is 1, but we can alter this with the `lag` parameter. Let's look at a 5 day lag (a week of trading activity):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x15255810>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "lag_plot(fb.close, lag=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Autocorrelation plots\n",
    "We can use the autocorrelation plot to see if this relationship may be meaningful or just noise. Random data will not have any significant autocorrelation (it stays within the bounds below):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x152939f0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas.plotting import autocorrelation_plot\n",
    "np.random.seed(0) # make this repeatable\n",
    "autocorrelation_plot(pd.Series(np.random.random(size=200)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Stock data, on the other hand, does have significant autocorrelation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x152e5f50>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "autocorrelation_plot(fb.close)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bootstrap plot\n",
    "This plot helps us understand the uncertainty in our summary statistics:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas.plotting import bootstrap_plot\n",
    "fig = bootstrap_plot(fb.volume, fig=plt.figure(figsize=(10, 6)))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
